| Understanding autoencoders with information theoretic concepts S Yu, JC Principe Neural Networks 117, 104-123, 2019 | 90 | 2019 |
| Multi-view manifold learning with locality alignment Y Zhao, X You, S Yu, C Xu, W Yuan, XY Jing, T Zhang, D Tao Pattern Recognition 78, 154-166, 2018 | 70 | 2018 |
| Understanding Convolutional Neural Networks with Information Theory: An Initial Exploration S Yu, K Wickstrøm, R Jenssen, JC Principe IEEE Transactions on Neural Networks and Learning Systems, 2020 | 68* | 2020 |
| Multi-view non-negative matrix factorization by patch alignment framework with view consistency W Ou, S Yu, G Li, J Lu, K Zhang, G Xie Neurocomputing 204, 116-124, 2016 | 54 | 2016 |
| Multivariate Extension of Matrix-based Renyi's α-order Entropy Functional S Yu, LGS Giraldo, R Jenssen, JC Principe IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 | 48 | 2019 |
| Improved functional link artificial neural network via convex combination for nonlinear active noise control H Zhao, X Zeng, Z He, S Yu, B Chen Applied Soft Computing 42, 351-359, 2016 | 42 | 2016 |
| Concept drift detection with hierarchical hypothesis testing S Yu, Z Abraham Proceedings of the 2017 SIAM International Conference on Data Mining, 768-776, 2017 | 38 | 2017 |
| Kernel learning for dynamic texture synthesis X You, W Guo, S Yu, K Li, JC Príncipe, D Tao IEEE Transactions on Image Processing 25 (10), 4782-4795, 2016 | 37 | 2016 |
| Concept drift detection and adaptation with hierarchical hypothesis testing S Yu, Z Abraham, H Wang, M Shah, Y Wei, JC Príncipe Journal of the Franklin Institute 356 (5), 3187-3215, 2019 | 31 | 2019 |
| A new algorithm for shoreline extraction from satellite imagery with non-separable wavelet and level set method S Yu, Y Mou, D Xu, X You, L Zhou, W Zeng International Journal of Machine Learning and Computing 3 (1), 158, 2013 | 26 | 2013 |
| Information Plane Analysis of Deep Neural Networks via Matrix-Based Renyi's Entropy and Tensor Kernels K Wickstrøm, S Løkse, M Kampffmeyer, S Yu, J Principe, R Jenssen arXiv preprint arXiv:1909.11396, 2019 | 24 | 2019 |
| Co-regularized multiview nonnegative matrix factorization with correlation constraint for representation learning W Ou, F Long, Y Tan, S Yu, P Wang Multimedia Tools and Applications 77 (10), 12955-12978, 2018 | 24 | 2018 |
| Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels S Yu, X Wang, JC Principe Proceedings of the 27th International Joint Conference on Artificial …, 2018 | 23 | 2018 |
| STFT-like time frequency representations of nonstationary signal with arbitrary sampling schemes S Yu, X You, W Ou, X Jiang, K Zhao, Z Zhu, Y Mou, X Zhao Neurocomputing 204, 211-221, 2016 | 23 | 2016 |
| Dynamic texture modeling and synthesis using multi-kernel Gaussian process dynamic model Z Zhu, X You, S Yu, J Zou, H Zhao Signal Processing 124, 63-71, 2016 | 19 | 2016 |
| Single image rain streaks removal based on self-learning and structured sparse representation S Yu, W Ou, X You, Y Mou, X Jiang, Y Tang 2015 IEEE China Summit and International Conference on Signal and …, 2015 | 16 | 2015 |
| Robust linear discriminant analysis with a Laplacian assumption on projection distribution S Yu, Z Cao, X Jiang 2017 IEEE International Conference on Acoustics, Speech and Signal …, 2017 | 15 | 2017 |
| Multiview hybrid embedding: A divide-and-conquer approach J Xu, S Yu, X You, M Leng, XY Jing, CLP Chen IEEE transactions on cybernetics 50 (8), 3640-3653, 2019 | 13 | 2019 |
| On kernel method–based connectionist models and supervised deep learning without backpropagation S Duan, S Yu, Y Chen, JC Principe Neural computation 32 (1), 97-135, 2020 | 12 | 2020 |
| Kernel normalized mixed-norm algorithm for system identification S Yu, X You, K Zhao, W Ou, Y Tang 2015 International Joint Conference on Neural Networks (IJCNN), 1-6, 2015 | 12 | 2015 |
jose principeprofessor of ECE, U. of FloridaVerified email at cnel.ufl.edu
